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Financial Time Series Prediction Using Spiking Neural Networks

In this paper a novel application of a particular type of spiking neural network, a Polychronous Spiking Network, was used for financial time series prediction. It is argued that the inherent temporal capabilities of this type of network are suited to non-stationary data such as this. The performanc...

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Bibliographic Details
Main Authors: Reid, David, Hussain, Abir Jaafar, Tawfik, Hissam
Format: Artigo
Language:Inglês
Published: Public Library of Science 2014
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC4149346/
https://ncbi.nlm.nih.gov/pubmed/25170618
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0103656
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